Publications by authors named "B McInnes"

Article Synopsis
  • The study aims to analyze the relationship between cancer drugs and their associated symptoms by extracting structured information from oncology clinical notes using a new corpus, CACER, which includes detailed annotations of over 48,000 medical problems and drug events.
  • Transformer-based models such as BERT, Llama3, Flan-T5, and GPT-4 were evaluated for their ability to extract events and relationships from clinical narratives, with BERT and Llama3 performing the best overall.
  • The research concludes that while large language models like GPT-4 are capable, they did not outperform smaller models like BERT, emphasizing the effectiveness of well-annotated training data.
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Banded iron formations (BIFs) archive the relationship between Earth's lithosphere, hydrosphere, and atmosphere through time. However, constraints on the origin of Earth's largest ore deposits, hosted by BIFs, are limited by the absence of direct geochronology. Without this temporal context, genetic models cannot be correlated with tectono-thermal and atmospheric drivers responsible for BIF upgrading through time.

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Argyle is the world's largest source of natural diamonds, yet one of only a few economic deposits hosted in a Paleoproterozoic orogen. The geodynamic triggers responsible for its alkaline ultramafic volcanic host are unknown. Here we show, using U-Pb and (U-Th)/He geochronology of detrital apatite and detrital zircon, and U-Pb dating of hydrothermal titanite, that emplacement of the Argyle lamproite is bracketed between 1311 ± 9 Ma and 1257 ± 15 Ma (2σ), older than previously known.

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Low-temperature thermochronology is a powerful tool for constraining the thermal evolution of rocks and minerals in relation to a breadth of tectonic, geodynamic, landscape evolution, and natural resource formation processes through deep time. However, complexities inherent to these analytical techniques can make interpreting the significance of results challenging, requiring them to be placed in their geological context in 4-dimensions (3D + time). We present a novel tool for the geospatial archival, analysis and dissemination of fission-track and (U-Th)/He data, built as an extension to the open-access AusGeochem platform ( https://ausgeochem.

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